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Author

Kristin Putman

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Aug 2026

Real-Time Dynamic Prediction of Mortality and Renal Replacement Therapy After Cardiac Surgery Using a Time-Series Deep Learning Model.

OBJECTIVE Predicting postoperative deterioration following cardiac surgery remains challenging. Conventional risk scores rely on static variables and fail to capture evolving physiologic trajectories. We developed a time-series deep learning model (DLM) using serial ICU measurements to dynamically predict mortality and...

Mohamad El Moheb, Elio R. Bitar, Kristin Putman et al. · 0 citations

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